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Zhi-Hua Zhou

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#artificial intelligence Review Sep 2026

RSI-Master: Structuring Experiments to Guide Autonomous Model Improvement

Recursive self-improvement (RSI) seeks to enable AI systems to participate in improving their own capabilities. A concrete pathway is autonomous model development, where agents iteratively explore post-training strategies to improve a base model. This setting faces two challenges: agents may exploit open-ended experime...

Ya-Xin Du, Xi-Yuan Yang, Zhi-Fan Zhou et al. · 0 citations

On the Privacy-Preserving Capabilities of PAVE Specifications in Learnware ∗

This paper formalizes two specification-induced risks in the learnware paradigm and shows that the resulting DP guarantees control both disclosure risk and amplification risk, and analyzes the induced privacy–utility trade-off to guide effective learn-ware identification while preserving privacy.

Hao-Yi Lei, Jin-Hui Wu, Zhi-Hao Tan et al. · 0 citations

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